Author

Pei-Feng Liang

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Open access Jul 2026

A Physics-Informed Neural Network for Graph-Based Network Traffic Prediction

This work presents a systematic PINTP framework for graph topology network traffic prediction, achieving competitive prediction accuracy with high parameter efficiency and a degree of physical interpretability, which helps address several limitations of traditional data-driven models.

Yuhao Zhang, Yuhao Feng, Suyu Zhang et al. · Electronics · 0 citations